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EP3719712A4 - INTEGRATED CIRCUIT CHIP DEVICE - Google Patents

INTEGRATED CIRCUIT CHIP DEVICE Download PDF

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Publication number
EP3719712A4
EP3719712A4 EP18896519.8A EP18896519A EP3719712A4 EP 3719712 A4 EP3719712 A4 EP 3719712A4 EP 18896519 A EP18896519 A EP 18896519A EP 3719712 A4 EP3719712 A4 EP 3719712A4
Authority
EP
European Patent Office
Prior art keywords
integrated circuit
circuit chip
chip device
integrated
circuit
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Granted
Application number
EP18896519.8A
Other languages
German (de)
French (fr)
Other versions
EP3719712A1 (en
EP3719712B1 (en
Inventor
Shaoli Liu
Xinkai SONG
Bingrui Wang
Yao ZHANG
Shuai HU
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Cambricon Technologies Corp Ltd
Original Assignee
Cambricon Technologies Corp Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Priority claimed from CN201711455388.4A external-priority patent/CN109978152B/en
Priority claimed from CN201711455397.3A external-priority patent/CN109978153B/en
Priority claimed from CN201711469614.4A external-priority patent/CN109978157B/en
Priority claimed from CN201711469615.9A external-priority patent/CN109978158B/en
Priority claimed from CN201711466943.3A external-priority patent/CN109978154A/en
Priority claimed from CN201711469408.3A external-priority patent/CN109978156B/en
Priority claimed from CN201711468629.9A external-priority patent/CN109977446B/en
Application filed by Cambricon Technologies Corp Ltd filed Critical Cambricon Technologies Corp Ltd
Priority to EP20201907.1A priority Critical patent/EP3783477B1/en
Priority to EP20203232.2A priority patent/EP3789871B1/en
Publication of EP3719712A1 publication Critical patent/EP3719712A1/en
Publication of EP3719712A4 publication Critical patent/EP3719712A4/en
Application granted granted Critical
Publication of EP3719712B1 publication Critical patent/EP3719712B1/en
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
    • G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F7/00—Methods or arrangements for processing data by operating upon the order or content of the data handled
    • G06F7/38—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation
    • G06F7/48—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices
    • G06F7/544—Methods or arrangements for performing computations using exclusively denominational number representation, e.g. using binary, ternary, decimal representation using non-contact-making devices, e.g. tube, solid state device; using unspecified devices for evaluating functions by calculation
    • G06F7/5443—Sum of products
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/044—Recurrent networks, e.g. Hopfield networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/045—Combinations of networks
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/0464—Convolutional networks [CNN, ConvNet]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/04—Architecture, e.g. interconnection topology
    • G06N3/048—Activation functions
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N3/00—Computing arrangements based on biological models
    • G06N3/02—Neural networks
    • G06N3/08—Learning methods
    • G06N3/09—Supervised learning
    • Y—GENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02—TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02D—CLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00—Energy efficient computing, e.g. low power processors, power management or thermal management

Landscapes

  • Engineering & Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • Theoretical Computer Science (AREA)
  • Health & Medical Sciences (AREA)
  • Life Sciences & Earth Sciences (AREA)
  • Biomedical Technology (AREA)
  • Biophysics (AREA)
  • General Physics & Mathematics (AREA)
  • Computing Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • Computational Linguistics (AREA)
  • Molecular Biology (AREA)
  • General Health & Medical Sciences (AREA)
  • Evolutionary Computation (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Software Systems (AREA)
  • Artificial Intelligence (AREA)
  • Neurology (AREA)
  • Computational Mathematics (AREA)
  • Mathematical Analysis (AREA)
  • Mathematical Optimization (AREA)
  • Pure & Applied Mathematics (AREA)
  • Image Processing (AREA)
  • Complex Calculations (AREA)
  • Advance Control (AREA)
  • Logic Circuits (AREA)
  • Power Sources (AREA)
EP18896519.8A 2017-12-27 2018-12-26 Integrated circuit chip device Active EP3719712B1 (en)

Priority Applications (2)

Application Number Priority Date Filing Date Title
EP20201907.1A EP3783477B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP20203232.2A EP3789871B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device

Applications Claiming Priority (8)

Application Number Priority Date Filing Date Title
CN201711455388.4A CN109978152B (en) 2017-12-27 2017-12-27 Integrated circuit chip device and related product
CN201711455397.3A CN109978153B (en) 2017-12-27 2017-12-27 Integrated circuit chip device and related product
CN201711469615.9A CN109978158B (en) 2017-12-28 2017-12-28 Integrated circuit chip device and related product
CN201711468629.9A CN109977446B (en) 2017-12-28 2017-12-28 Integrated circuit chip device and related product
CN201711469408.3A CN109978156B (en) 2017-12-28 2017-12-28 Integrated circuit chip device and related product
CN201711469614.4A CN109978157B (en) 2017-12-28 2017-12-28 Integrated circuit chip device and related product
CN201711466943.3A CN109978154A (en) 2017-12-28 2017-12-28 Integrated circuit chip device and Related product
PCT/CN2018/123929 WO2019129070A1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device

Related Child Applications (4)

Application Number Title Priority Date Filing Date
EP20203232.2A Division EP3789871B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP20203232.2A Division-Into EP3789871B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP20201907.1A Division EP3783477B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP20201907.1A Division-Into EP3783477B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device

Publications (3)

Publication Number Publication Date
EP3719712A1 EP3719712A1 (en) 2020-10-07
EP3719712A4 true EP3719712A4 (en) 2021-01-13
EP3719712B1 EP3719712B1 (en) 2022-09-07

Family

ID=67063173

Family Applications (3)

Application Number Title Priority Date Filing Date
EP20201907.1A Active EP3783477B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP20203232.2A Active EP3789871B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP18896519.8A Active EP3719712B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device

Family Applications Before (2)

Application Number Title Priority Date Filing Date
EP20201907.1A Active EP3783477B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device
EP20203232.2A Active EP3789871B1 (en) 2017-12-27 2018-12-26 Integrated circuit chip device

Country Status (3)

Country Link
US (8) US11544546B2 (en)
EP (3) EP3783477B1 (en)
WO (1) WO2019129070A1 (en)

Families Citing this family (12)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US10409614B2 (en) 2017-04-24 2019-09-10 Intel Corporation Instructions having support for floating point and integer data types in the same register
US10474458B2 (en) 2017-04-28 2019-11-12 Intel Corporation Instructions and logic to perform floating-point and integer operations for machine learning
CN110647974A (en) * 2018-06-27 2020-01-03 杭州海康威视数字技术股份有限公司 Network layer computing method and device in deep neural network
CN109359732B (en) * 2018-09-30 2020-06-09 阿里巴巴集团控股有限公司 Chip and data processing method based on chip
CN113424148A (en) 2019-03-15 2021-09-21 英特尔公司 Multi-sharded memory management for detecting cross-sharded access, providing multi-sharded inferential scaling, and providing optimal page migration
WO2020190796A1 (en) 2019-03-15 2020-09-24 Intel Corporation Systems and methods for cache optimization
CN112905241B (en) * 2019-03-15 2024-03-29 英特尔公司 Sparse optimization for matrix accelerator architecture
US11934342B2 (en) 2019-03-15 2024-03-19 Intel Corporation Assistance for hardware prefetch in cache access
US11861761B2 (en) 2019-11-15 2024-01-02 Intel Corporation Graphics processing unit processing and caching improvements
US11663746B2 (en) 2019-11-15 2023-05-30 Intel Corporation Systolic arithmetic on sparse data
CN111931937B (en) * 2020-09-30 2021-01-01 深圳云天励飞技术股份有限公司 Gradient updating method, device and system of image processing model
US12147836B2 (en) * 2021-11-05 2024-11-19 Intel Corporation Schedule-aware dynamically reconfigurable adder tree architecture for partial sum accumulation in machine learning accelerators

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9836692B1 (en) * 2017-02-14 2017-12-05 Google Inc. Implementing neural networks in fixed point arithmetic computing systems

Family Cites Families (14)

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Publication number Priority date Publication date Assignee Title
US9563825B2 (en) * 2014-11-20 2017-02-07 Adobe Systems Incorporated Convolutional neural network using a binarized convolution layer
CN104572011B (en) 2014-12-22 2018-07-31 上海交通大学 Universal matrix fixed-point multiplication device based on FPGA and its computational methods
CN105426344A (en) 2015-11-09 2016-03-23 南京大学 Matrix calculation method of distributed large-scale matrix multiplication based on Spark
CN105760933A (en) * 2016-02-18 2016-07-13 清华大学 Method and apparatus for fixed-pointing layer-wise variable precision in convolutional neural network
CN109240746B (en) * 2016-04-26 2020-12-18 安徽寒武纪信息科技有限公司 Apparatus and method for performing matrix multiplication
CN120893470A (en) * 2016-04-29 2025-11-04 中科寒武纪科技股份有限公司 Device and method for supporting neural network operation of fewer fixed-point numbers
CN106126481B (en) 2016-06-29 2019-04-12 华为技术有限公司 A kind of computing system and electronic equipment
CN107229967B (en) 2016-08-22 2021-06-15 赛灵思公司 Hardware accelerator and method for realizing sparse GRU neural network based on FPGA
CN109791772B (en) * 2016-09-27 2023-07-04 松下知识产权经营株式会社 Sound signal processing device, sound signal processing method, and recording medium
US9779786B1 (en) * 2016-10-26 2017-10-03 Xilinx, Inc. Tensor operations and acceleration
WO2018138603A1 (en) * 2017-01-26 2018-08-02 Semiconductor Energy Laboratory Co., Ltd. Semiconductor device and electronic device including the semiconductor device
CN110909872B (en) 2017-12-14 2023-08-25 中科寒武纪科技股份有限公司 Integrated circuit chip device and related products
CN109961138B (en) 2017-12-14 2020-04-14 中科寒武纪科技股份有限公司 Neural network training method and related product
WO2019133052A1 (en) * 2017-12-28 2019-07-04 Yang Shao Wen Visual fog

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US9836692B1 (en) * 2017-02-14 2017-12-05 Google Inc. Implementing neural networks in fixed point arithmetic computing systems

Non-Patent Citations (1)

* Cited by examiner, † Cited by third party
Title
VIVIENNE SZE ET AL: "Efficient Processing of Deep Neural Networks: A Tutorial and Survey", ARXIV.ORG, CORNELL UNIVERSITY LIBRARY, 201 OLIN LIBRARY CORNELL UNIVERSITY ITHACA, NY 14853, 27 March 2017 (2017-03-27), XP080759895, DOI: 10.1109/JPROC.2017.2761740 *

Also Published As

Publication number Publication date
US20210117763A1 (en) 2021-04-22
EP3789871A1 (en) 2021-03-10
US11748603B2 (en) 2023-09-05
WO2019129070A1 (en) 2019-07-04
US11544546B2 (en) 2023-01-03
US11748605B2 (en) 2023-09-05
US11748602B2 (en) 2023-09-05
EP3719712A1 (en) 2020-10-07
US20210117764A1 (en) 2021-04-22
US11748604B2 (en) 2023-09-05
US11748601B2 (en) 2023-09-05
US20230095610A1 (en) 2023-03-30
EP3783477A1 (en) 2021-02-24
US20210117767A1 (en) 2021-04-22
US20210117766A1 (en) 2021-04-22
EP3783477B1 (en) 2021-11-17
EP3719712B1 (en) 2022-09-07
US11741351B2 (en) 2023-08-29
EP3789871B1 (en) 2023-06-07
US20200311531A1 (en) 2020-10-01
US20210117765A1 (en) 2021-04-22
EP3789871C0 (en) 2023-06-07
US11983621B2 (en) 2024-05-14
US20210150324A1 (en) 2021-05-20

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